{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "weight=[85.08,79.25,85.38,82.64,80.51,77.48,79.25,78.75,77.21,73.11,82.03,82.54,74.62,79.82,79.78,77.94,83.43,73.71,80.23,78.27,78.25,80.00,76.21,86.65,78.22,78.51,79.60,83.88,77.68,78.92,79.06,85.30,82.41,79.70,80.16,81.11,79.58,77.42,75.82,74.09,78.31,83.17,75.20,76.14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\adrianc\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\contour.py:1000: UserWarning: The following kwargs were not used by contour: 'kind'\n",
      "  s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x5f31dd8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.kdeplot(list(range(1,45)),weight, kind='kde', cmap=\"Reds\", )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\adrianc\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\contour.py:1000: UserWarning: The following kwargs were not used by contour: 'kind'\n",
      "  s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xba25978>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.title('Weight Dataset - Contour Plot')\n",
    "plt.ylabel('height (cm)')\n",
    "plt.xlabel('weight (cm)')\n",
    "sns.kdeplot(list(range(1,45)),weight, kind='kde', cmap=\"Reds\", )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
